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We exploit a recent computational framework to model and detect financial crises in stock markets, as well as shock events in cryptocurrency markets, which are characterized by a sudden or severe drop in prices. Our method manages to detect…

计算几何 · 计算机科学 2021-03-25 Apostolos Chalkis , Emmanouil Christoforou , Theodore Dalamagkas , Ioannis Z. Emiris

In complex systems, crucial parameters are often subject to unpredictable changes in time. Climate, biological evolution and networks provide numerous examples for such non-stationarities. In many cases, improved statistical models are…

统计金融 · 定量金融 2015-12-09 Frederik Meudt , Martin Theissen , Rudi Schäfer , Thomas Guhr

Timed automata (TA) are a well-established formalism for specifying discrete-state/continuous-time behavior of time-critical reactive systems. Concerning the fundamental analysis problem of comparing a candidate implementation against a…

形式语言与自动机理论 · 计算机科学 2020-09-17 Lars Luthmann , Hendrik Göttmann , Isabelle Bacher , Malte Lochau

In this brief review, we critically examine the recent work done on correlation-based networks in financial systems. The structure of empirical correlation matrices constructed from the financial market data changes as the individual stock…

计算金融 · 定量金融 2020-04-21 Vishwas Kukreti , Hirdesh K. Pharasi , Priya Gupta , Sunil Kumar

Characterizing temporal evolution of stock markets is a fundamental and challenging problem. The literature on analyzing the dynamics of the markets has focused so far on macro measures with less predictive power. This paper addresses this…

无序系统与神经网络 · 物理学 2021-12-09 Xin-Jian Xu , Qin Min , Xiao-Ying Song , Li-Jie Zhang

We propose that the minimal requirements for a model of stock market price fluctuations should comprise time asymmetry, robustness with respect to connectivity between agents, ``bounded rationality'' and a probabilistic description. We also…

凝聚态物理 · 物理学 2007-05-23 Anders Johansen , Didier Sornette

Financial networks are typically estimated by applying standard time series analyses to price-based economic variables collected at low-frequency (e.g., daily or monthly stock returns or realized volatility). These networks are used for…

统计金融 · 定量金融 2022-08-09 Kara Karpman , Sumanta Basu , David Easley

At high levels, the asymptotic distribution of a stationary, regularly varying Markov chain is conveniently given by its tail process. The latter takes the form of a geometric random walk, the increment distribution depending on the sign of…

统计方法学 · 统计学 2014-12-11 Holger Drees , Johan Segers , Michał Warchoł

Timed automata (TA) have been widely adopted as a suitable formalism to model time-critical systems. Furthermore, contemporary model-checking tools allow the designer to check whether a TA complies with a system specification. However, the…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Jaroslav Bendík , Ahmet Sencan , Ebru Aydin Gol , Ivana Černá

Financial forecasting is an estimation of future financial outcomes for a company, industry, country using historical internal accounting and sales data. We may predict the future outcome of BSE_SENSEX practically by some soft computing…

神经与进化计算 · 计算机科学 2015-03-11 S. Gopal Krishna Patro , Pragyan Parimita Sahoo , Ipsita Panda , Kishore Kumar Sahu

In this paper, making use of recent statistical physics techniques and models, we address the specific role of randomness in financial markets, both at the micro and the macro level. In particular, we review some recent results obtained…

综合金融 · 定量金融 2014-10-31 Alessio Emanuele Biondo , Alessandro Pluchino , Andrea Rapisarda

The aim of this work is to explore the possible types of phenomena that simple macroeconomic Agent-Based models (ABM) can reproduce. We propose a methodology, inspired by statistical physics, that characterizes a model through its 'phase…

综合金融 · 定量金融 2014-12-30 Stanislao Gualdi , Marco Tarzia , Francesco Zamponi , Jean-Philippe Bouchaud

We report on a series of experiments in which we study the coevolutionary "arms-race" dynamics among groups of agents that engage in adaptive automated trading in an accurate model of contemporary financial markets. At any one time, every…

计算工程、金融与科学 · 计算机科学 2021-09-23 Nik Alexandrov , Dave Cliff , Charlie Figuero

This paper presents a novel method for transient stability analysis (TSA) that circumvents the limitations of sequential numerical integration and energy functions. The proposed method begins by constructing a trajectory-dependent stability…

系统与控制 · 电气工程与系统科学 2025-11-18 Wenhao Wu , Dan Wu , Bin Wang , Jiabing Hu

Archetypal analysis approximates data by means of mixtures of actual extreme cases (archetypoids) or archetypes, which are a convex combination of cases in the data set. Archetypes lie on the boundary of the convex hull. This makes the…

机器学习 · 统计学 2018-12-31 Jesús Moliner , Irene Epifanio

Stock exchanges are considered major players in financial sectors of many countries. Most Stockbrokers, who execute stock trade, use technical, fundamental or time series analysis in trying to predict stock prices, so as to advise clients.…

统计金融 · 定量金融 2015-02-24 B. W. Wanjawa , L. Muchemi

The paper tackles the problem of deriving a topological structure among stock prices from high frequency historical values. Similar studies using low frequency data have already provided valuable insights. However, in those cases data need…

统计金融 · 定量金融 2008-12-02 Donatello Materassi , Giacomo Innocenti

Temporal autocorrelation functions for avalanches in the Bak-Sneppen model display aging behavior similar to glassy systems. Numerical simulations show that they decay as power laws with two distinct regimes separated by a time scale which…

凝聚态物理 · 物理学 2009-10-30 Stefan Boettcher , Maya Paczuski

The statistical description and modeling of volatility plays a prominent role in econometrics, risk management and finance. GARCH and stochastic volatility models have been extensively studied and are routinely fitted to market data, albeit…

计算工程、金融与科学 · 计算机科学 2018-03-13 Nils Bertschinger , Iurii Mozzhorin , Sitabhra Sinha

This paper presents macroeconomic model that is based on parallels between macroeconomic multi-agent systems and multi-particle systems. We use risk ratings of economic agents as their coordinates on economic space. Aggregates of economic…

经济学 · 定量金融 2017-01-25 Victor Olkhov